self-evolving systems

2 items

RESEARCHarXiv CS.AI·15d ago

EVE-Agent: Evidence-Verifiable Self-Evolving Agents

EVE-Agent introduces an Evidence-Verifiable Self-Evolving Agent designed to ensure trustworthiness in self-evolution by requiring verifiable evidence for generated instances. This agent modifies the proposer-solver framework, where a proposer creates questions, answers, and evidence spans, which are then evaluated by an evidence verifier.

verifiability trustworthy AI self-evolving systems AI agents

RESEARCHarXiv CS.LG·25d ago

EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents

EvolveMem introduces a self-evolving memory architecture for LLM agents that allows both stored knowledge and retrieval mechanisms to co-evolve. It optimizes its configuration autonomously using an LLM-powered diagnosis module, leading to a closed-loop AutoResearch process.

LLM Agents AutoResearch self-evolving systems memory architecture